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Effect of sampling frequency on EMG power spectral characteristics
A K Sadhukhan1, A Goswami, A Kumar
1Netaji Subhas National Institute of Sports, SAI, Patiala, India.
Summary
Choosing the right sampling rate for surface electromyography (EMG) digitization is crucial. While higher rates didn't affect EMG's mean and RMS values, they showed a linear relationship with the mean power frequency (MPF).
Area of Science:
- Biomedical Engineering
- Neuroscience
- Signal Processing
Background:
- Surface electromyography (EMG) digitization relies on Analog-to-Digital (A/D) converters, where the sampling rate is a critical parameter.
- An inappropriate sampling rate can introduce noise or lead to signal errors, impacting data integrity.
- Understanding the effect of sampling rate on EMG signal characteristics is vital for accurate analysis.
Purpose of the Study:
- To investigate the impact of varying sampling rates on the power spectrum of surface EMG signals.
- To determine the optimal sampling rate for EMG analysis, balancing signal fidelity and data processing.
Main Methods:
- EMG signals were recorded from the deltoid muscle of nine subjects during maximal voluntary contraction.
- Recordings were performed at sampling rates of 4, 6, 8, and 10 KHz.
- A biopotential coupler with a 5 Hz to 2 KHz response range was used, and signals were processed using Fast Fourier Transform (FFT) software.
Main Results:
- A linear relationship was observed between the sampling rate and the Mean Power Frequency (MPF) of the EMG signal.
- No significant effect of sampling rate was found on the mean amplitude or Root Mean Square (RMS) values of the digitized EMG signal.
- The power spectrum analysis revealed distinct changes in MPF with varying digitization rates.
Conclusions:
- The sampling rate significantly influences the Mean Power Frequency (MPF) in surface EMG signals, indicating its importance for spectral analysis.
- Mean and RMS values of the EMG signal are less sensitive to the chosen sampling rate within the tested range.
- Careful selection of sampling rates is recommended for accurate EMG spectral analysis, particularly when evaluating MPF.